And I found another reason:
There are more and more apps supporting open file directly from start menu. And when the mouse pointer is on the app, a submenu opens listing out recent files. But if I am just clicking the mouse at the time the submenu expands, the app will not open. So I directly click for the second time, and since the mouse are already moving after the first click, then it becomes the scenario mentioned in this topic.